{"id":"W4317866649","doi":"10.1371/journal.pbio.3001949","title":"Community consensus on core open science practices to monitor in biomedicine","year":2023,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; Diabetes Canada; Toronto General Hospital; University of Toronto; Ottawa Hospital; University Health Network; University of Calgary; Princess Margaret Cancer Centre; McGill University; University of Ottawa; Douglas College; Simon Fraser University; Ted Rogers Centre for Heart Research; University of British Columbia; Vector Institute","funders":"Wellcome Trust","keywords":"Open science; Delphi method; Operationalization; Psychological intervention; Citizen science; Science policy; Best practice; Set (abstract data type); Public relations; Engineering ethics; Biology; Political science; Computer science; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3797536,0.0008715334,0.001460439,0.006841908,0.009536293,0.008801136,0.004925959,0.005735,0.005826281],"category_scores_gemma":[0.3814059,0.001268087,0.001965734,0.003561834,0.00915276,0.01315951,0.02895527,0.00806887,0.001120778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01094633,"about_ca_system_score_gemma":0.05888514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00452184,"about_ca_topic_score_gemma":0.003794441,"domain_scores_codex":[0.6752416,0.2259881,0.02932738,0.01101476,0.04255686,0.01587123],"domain_scores_gemma":[0.6363458,0.1642022,0.01818541,0.02895244,0.1260815,0.02623264],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009768745,0.0008114845,0.02760101,0.006907627,0.0003498406,0.00124107,0.5213932,0.003487726,0.01117481,0.09791826,0.03030622,0.2978318],"study_design_scores_gemma":[0.0004916508,0.001778256,0.03054391,0.01193025,0.0002851984,0.001297377,0.502934,0.01539075,0.006806416,0.2379032,0.1896864,0.0009526627],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3979188,0.003165398,0.3478661,0.1338937,0.00309927,0.0262141,0.001127787,0.001034087,0.08568086],"genre_scores_gemma":[0.8408447,0.001269939,0.1352239,0.006298076,0.0002388764,0.01255636,0.0005911081,0.0002459117,0.002731229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.995074,"threshold_uncertainty_score":0.7648743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6080734201614998,"score_gpt":0.6160498316297403,"score_spread":0.007976411468240463,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}